Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 52704 |
| Missing cells | 7649 |
| Missing cells (%) | 1.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.6 MiB |
| Average record size in memory | 112.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 13 |
Power (kW) is highly overall correlated with Rear bearing temperature (°C) and 6 other fields | High correlation |
Wind direction (°) is highly overall correlated with Nacelle position (°) | High correlation |
Nacelle position (°) is highly overall correlated with Wind direction (°) | High correlation |
Rear bearing temperature (°C) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Rotor speed (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Generator RPM (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Front bearing temperature (°C) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Tower Acceleration X (mm/ss) is highly overall correlated with Power (kW) and 4 other fields | High correlation |
Wind speed (m/s) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Tower Acceleration y (mm/ss) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
blade_angle has 705 (1.3%) missing values | Missing |
Rear bearing temperature (°C) has 705 (1.3%) missing values | Missing |
Nacelle ambient temperature (°C) has 706 (1.3%) missing values | Missing |
Front bearing temperature (°C) has 705 (1.3%) missing values | Missing |
Tower Acceleration X (mm/ss) has 706 (1.3%) missing values | Missing |
Tower Acceleration y (mm/ss) has 706 (1.3%) missing values | Missing |
Metal particle count counter has 706 (1.3%) missing values | Missing |
# Date and time has unique values | Unique |
blade_angle has 23179 (44.0%) zeros | Zeros |
Rotor speed (RPM) has 1339 (2.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-08 11:57:45.236433 |
|---|---|
| Analysis finished | 2023-07-08 11:58:02.600743 |
| Duration | 17.36 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
# Date and time
Date
| Distinct | 52704 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 411.9 KiB |
| Minimum | 2020-01-01 00:00:00 |
|---|---|
| Maximum | 2020-12-31 23:50:00 |
Power (kW)
Real number (ℝ)
| Distinct | 52230 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 451 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 786.26408 |
| Minimum | -14.492521 |
|---|---|
| Maximum | 2081.1495 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 4764 |
| Negative (%) | 9.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | -14.492521 |
|---|---|
| 5-th percentile | -1.3883804 |
| Q1 | 172.39488 |
| median | 564.83969 |
| Q3 | 1358.9105 |
| 95-th percentile | 2039.3891 |
| Maximum | 2081.1495 |
| Range | 2095.642 |
| Interquartile range (IQR) | 1186.5156 |
Descriptive statistics
| Standard deviation | 700.80795 |
|---|---|
| Coefficient of variation (CV) | 0.8913137 |
| Kurtosis | -1.0531555 |
| Mean | 786.26408 |
| Median Absolute Deviation (MAD) | 474.34175 |
| Skewness | 0.60583664 |
| Sum | 41084657 |
| Variance | 491131.78 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1.74000001 | 3 | < 0.1% |
| -0.4876190156 | 3 | < 0.1% |
| -1.024853528 | 2 | < 0.1% |
| -1.960000038 | 2 | < 0.1% |
| -0.5148275107 | 2 | < 0.1% |
| -1.358824527 | 2 | < 0.1% |
| 0 | 2 | < 0.1% |
| -0.6023215175 | 2 | < 0.1% |
| -2.769398516 | 2 | < 0.1% |
| -1.148625527 | 2 | < 0.1% |
| Other values (52220) | 52231 | |
| (Missing) | 451 | 0.9% |
| Value | Count | Frequency (%) |
| -14.49252149 | 1 | |
| -14.46196609 | 1 | |
| -14.31465816 | 1 | |
| -14.11140456 | 1 | |
| -14.10410872 | 1 | |
| -13.80459852 | 1 | |
| -13.28981109 | 1 | |
| -12.50698555 | 1 | |
| -12.40530159 | 1 | |
| -12.35464756 | 1 |
| Value | Count | Frequency (%) |
| 2081.149487 | 1 | |
| 2080.385461 | 1 | |
| 2078.979639 | 1 | |
| 2075.42146 | 1 | |
| 2075.299274 | 1 | |
| 2074.680377 | 1 | |
| 2074.671857 | 1 | |
| 2074.663867 | 1 | |
| 2074.248657 | 1 | |
| 2074.184174 | 1 |
Wind direction (°)
Real number (ℝ)
| Distinct | 52252 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 452 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 198.26606 |
| Minimum | 0.0088506615 |
|---|---|
| Maximum | 359.97028 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0.0088506615 |
|---|---|
| 5-th percentile | 30.281706 |
| Q1 | 146.11415 |
| median | 217.44011 |
| Q3 | 258.72396 |
| 95-th percentile | 327.23791 |
| Maximum | 359.97028 |
| Range | 359.96143 |
| Interquartile range (IQR) | 112.60981 |
Descriptive statistics
| Standard deviation | 90.886592 |
|---|---|
| Coefficient of variation (CV) | 0.45840721 |
| Kurtosis | -0.63493577 |
| Mean | 198.26606 |
| Median Absolute Deviation (MAD) | 49.987017 |
| Skewness | -0.55044514 |
| Sum | 10359798 |
| Variance | 8260.3725 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 264.2650987 | 1 | < 0.1% |
| 31.26087436 | 1 | < 0.1% |
| 279.5289272 | 1 | < 0.1% |
| 209.9247615 | 1 | < 0.1% |
| 159.422624 | 1 | < 0.1% |
| 74.7489434 | 1 | < 0.1% |
| 25.2250473 | 1 | < 0.1% |
| 356.0874239 | 1 | < 0.1% |
| 344.4018338 | 1 | < 0.1% |
| 295.7011647 | 1 | < 0.1% |
| Other values (52242) | 52242 | |
| (Missing) | 452 | 0.9% |
| Value | Count | Frequency (%) |
| 0.008850661519 | 1 | |
| 0.0172743059 | 1 | |
| 0.04795168537 | 1 | |
| 0.05323209476 | 1 | |
| 0.06068829484 | 1 | |
| 0.06209702858 | 1 | |
| 0.10066375 | 1 | |
| 0.1018755274 | 1 | |
| 0.1049417314 | 1 | |
| 0.1213648434 | 1 |
| Value | Count | Frequency (%) |
| 359.9702789 | 1 | |
| 359.9647985 | 1 | |
| 359.9576589 | 1 | |
| 359.9132425 | 1 | |
| 359.9028128 | 1 | |
| 359.8957745 | 1 | |
| 359.8910482 | 1 | |
| 359.8854283 | 1 | |
| 359.8429117 | 1 | |
| 359.8369728 | 1 |
Nacelle position (°)
Real number (ℝ)
| Distinct | 14808 |
|---|---|
| Distinct (%) | 28.3% |
| Missing | 452 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 198.16499 |
| Minimum | 0.013192621 |
|---|---|
| Maximum | 359.96844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0.013192621 |
|---|---|
| 5-th percentile | 29.487252 |
| Q1 | 144.55023 |
| median | 217.5574 |
| Q3 | 259.26505 |
| 95-th percentile | 326.1696 |
| Maximum | 359.96844 |
| Range | 359.95525 |
| Interquartile range (IQR) | 114.71481 |
Descriptive statistics
| Standard deviation | 91.406422 |
|---|---|
| Coefficient of variation (CV) | 0.46126424 |
| Kurtosis | -0.64232089 |
| Mean | 198.16499 |
| Median Absolute Deviation (MAD) | 50.486908 |
| Skewness | -0.54604382 |
| Sum | 10354517 |
| Variance | 8355.1339 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 210.9730225 | 194 | 0.4% |
| 234.0213623 | 192 | 0.4% |
| 260.3634338 | 145 | 0.3% |
| 205.485199 | 144 | 0.3% |
| 252.680481 | 121 | 0.2% |
| 242.8023987 | 118 | 0.2% |
| 311.9479675 | 114 | 0.2% |
| 213.1681519 | 111 | 0.2% |
| 223.0462341 | 111 | 0.2% |
| 287.8025513 | 108 | 0.2% |
| Other values (14798) | 50894 | |
| (Missing) | 452 | 0.9% |
| Value | Count | Frequency (%) |
| 0.01319262075 | 1 | < 0.1% |
| 0.02226442459 | 1 | < 0.1% |
| 0.03564797833 | 1 | < 0.1% |
| 0.2250601555 | 1 | < 0.1% |
| 0.2409045547 | 1 | < 0.1% |
| 0.2412719727 | 14 | |
| 0.2413623333 | 10 | |
| 0.2413635403 | 16 | |
| 0.2414245605 | 8 | |
| 0.2416331768 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 359.9684443 | 1 | |
| 359.9476391 | 1 | |
| 359.8356939 | 1 | |
| 359.6409432 | 1 | |
| 359.5866073 | 1 | |
| 359.5347401 | 1 | |
| 359.500335 | 1 | |
| 359.3939653 | 1 | |
| 359.1976066 | 1 | |
| 359.1936972 | 1 |
blade_angle
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 20979 |
|---|---|
| Distinct (%) | 40.3% |
| Missing | 705 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0374117 |
| Minimum | 0 |
|---|---|
| Maximum | 92.723333 |
| Zeros | 23179 |
| Zeros (%) | 44.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.049000001 |
| Q3 | 1.861496 |
| 95-th percentile | 44.990002 |
| Maximum | 92.723333 |
| Range | 92.723333 |
| Interquartile range (IQR) | 1.861496 |
Descriptive statistics
| Standard deviation | 16.207539 |
|---|---|
| Coefficient of variation (CV) | 2.6845178 |
| Kurtosis | 13.233399 |
| Mean | 6.0374117 |
| Median Absolute Deviation (MAD) | 0.049000001 |
| Skewness | 3.5551042 |
| Sum | 313939.37 |
| Variance | 262.68432 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 23179 | |
| 44.99000168 | 2856 | 5.4% |
| 89.98999786 | 450 | 0.9% |
| 0.02450000048 | 376 | 0.7% |
| 1.49000001 | 295 | 0.6% |
| 0.04900000095 | 183 | 0.3% |
| 92.10666656 | 143 | 0.3% |
| 0.02449974513 | 142 | 0.3% |
| 0.07350000143 | 95 | 0.2% |
| 0.4900000095 | 84 | 0.2% |
| Other values (20969) | 24196 | |
| (Missing) | 705 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 23179 | |
| 0.0001666666622 | 8 | < 0.1% |
| 0.0001666666629 | 22 | < 0.1% |
| 0.0001754385918 | 2 | < 0.1% |
| 0.0001754385926 | 4 | < 0.1% |
| 0.0001851851803 | 1 | < 0.1% |
| 0.000185185181 | 2 | < 0.1% |
| 0.0002083333287 | 1 | < 0.1% |
| 0.0002564102497 | 1 | < 0.1% |
| 0.0003333333201 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 92.72333272 | 5 | < 0.1% |
| 92.71000163 | 2 | < 0.1% |
| 92.70333099 | 1 | < 0.1% |
| 92.69999949 | 1 | < 0.1% |
| 92.55666606 | 17 | < 0.1% |
| 92.48999786 | 71 | |
| 92.46272856 | 1 | < 0.1% |
| 92.37999725 | 33 | |
| 92.33399773 | 1 | < 0.1% |
| 92.20315873 | 1 | < 0.1% |
Rear bearing temperature (°C)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 37978 |
|---|---|
| Distinct (%) | 73.0% |
| Missing | 705 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.781159 |
| Minimum | 7.8300002 |
|---|---|
| Maximum | 77.047501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 7.8300002 |
|---|---|
| 5-th percentile | 43.945 |
| Q1 | 65.555001 |
| median | 69.1425 |
| Q3 | 70.845003 |
| 95-th percentile | 72.874999 |
| Maximum | 77.047501 |
| Range | 69.217501 |
| Interquartile range (IQR) | 5.2900021 |
Descriptive statistics
| Standard deviation | 9.8915319 |
|---|---|
| Coefficient of variation (CV) | 0.15037029 |
| Kurtosis | 10.360971 |
| Mean | 65.781159 |
| Median Absolute Deviation (MAD) | 2.2075012 |
| Skewness | -2.9783469 |
| Sum | 3420554.5 |
| Variance | 97.842403 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70 | 11 | < 0.1% |
| 70.9875 | 11 | < 0.1% |
| 69.25249977 | 10 | < 0.1% |
| 69.47750015 | 10 | < 0.1% |
| 69.99000015 | 10 | < 0.1% |
| 70.00999985 | 10 | < 0.1% |
| 69.91500015 | 10 | < 0.1% |
| 70.62250023 | 9 | < 0.1% |
| 69.42750015 | 9 | < 0.1% |
| 70.32249985 | 9 | < 0.1% |
| Other values (37968) | 51900 | |
| (Missing) | 705 | 1.3% |
| Value | Count | Frequency (%) |
| 7.830000186 | 1 | < 0.1% |
| 7.850000238 | 1 | < 0.1% |
| 7.852500176 | 1 | < 0.1% |
| 7.862500143 | 1 | < 0.1% |
| 7.863889111 | 1 | < 0.1% |
| 7.88500011 | 1 | < 0.1% |
| 7.887500119 | 1 | < 0.1% |
| 7.890000153 | 1 | < 0.1% |
| 7.900000095 | 5 | |
| 7.925000095 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 77.04750099 | 1 | |
| 76.88000145 | 1 | |
| 76.87941248 | 1 | |
| 76.84500046 | 1 | |
| 76.79500122 | 1 | |
| 76.77750092 | 1 | |
| 76.74374914 | 1 | |
| 76.73947304 | 1 | |
| 76.73249969 | 1 | |
| 76.64210269 | 1 |
Rotor speed (RPM)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 50731 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 451 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.129825 |
| Minimum | 0 |
|---|---|
| Maximum | 15.31934 |
| Zeros | 1339 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.55204251 |
| Q1 | 8.6765568 |
| median | 11.983043 |
| Q3 | 14.938414 |
| 95-th percentile | 15.173469 |
| Maximum | 15.31934 |
| Range | 15.31934 |
| Interquartile range (IQR) | 6.2618575 |
Descriptive statistics
| Standard deviation | 4.1683102 |
|---|---|
| Coefficient of variation (CV) | 0.37451715 |
| Kurtosis | 0.95614464 |
| Mean | 11.129825 |
| Median Absolute Deviation (MAD) | 3.045111 |
| Skewness | -1.2064181 |
| Sum | 581566.72 |
| Variance | 17.37481 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1339 | 2.5% |
| 8.140000343 | 59 | 0.1% |
| 0.01050000242 | 16 | < 0.1% |
| 15.15999985 | 14 | < 0.1% |
| 0.01200000197 | 9 | < 0.1% |
| 0.01150000188 | 8 | < 0.1% |
| 0.0110000018 | 7 | < 0.1% |
| 15.14999962 | 7 | < 0.1% |
| 15.14000034 | 5 | < 0.1% |
| 8.149999619 | 5 | < 0.1% |
| Other values (50721) | 50784 | |
| (Missing) | 451 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 1339 | |
| 0.004092000425 | 1 | < 0.1% |
| 0.004741001059 | 1 | < 0.1% |
| 0.00708631681 | 1 | < 0.1% |
| 0.01050000242 | 16 | < 0.1% |
| 0.01063700253 | 1 | < 0.1% |
| 0.0110000018 | 7 | < 0.1% |
| 0.01109900186 | 1 | < 0.1% |
| 0.01150000188 | 8 | < 0.1% |
| 0.01157894927 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 15.3193405 | 1 | |
| 15.3103939 | 1 | |
| 15.30540517 | 1 | |
| 15.30220641 | 1 | |
| 15.30144355 | 1 | |
| 15.29843697 | 1 | |
| 15.29797411 | 1 | |
| 15.29260477 | 1 | |
| 15.29143153 | 1 | |
| 15.28772995 | 1 |
Generator RPM (RPM)
Real number (ℝ)
| Distinct | 52215 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 452 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1320.9817 |
| Minimum | -290.68586 |
|---|---|
| Maximum | 1816.8374 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | -290.68586 |
|---|---|
| 5-th percentile | 66.966249 |
| Q1 | 1031.4021 |
| median | 1422.5381 |
| Q3 | 1771.2529 |
| 95-th percentile | 1799.0295 |
| Maximum | 1816.8374 |
| Range | 2107.5233 |
| Interquartile range (IQR) | 739.85079 |
Descriptive statistics
| Standard deviation | 493.26355 |
|---|---|
| Coefficient of variation (CV) | 0.37340681 |
| Kurtosis | 0.97074458 |
| Mean | 1320.9817 |
| Median Absolute Deviation (MAD) | 359.35643 |
| Skewness | -1.2117602 |
| Sum | 69023934 |
| Variance | 243308.93 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 970 | 4 | < 0.1% |
| 969.9799805 | 4 | < 0.1% |
| 970.0200195 | 4 | < 0.1% |
| 970.1300049 | 3 | < 0.1% |
| 969.9099731 | 3 | < 0.1% |
| 969.9500122 | 3 | < 0.1% |
| 970.1199951 | 3 | < 0.1% |
| 969.8200073 | 2 | < 0.1% |
| 968.3208961 | 2 | < 0.1% |
| 1801.180054 | 2 | < 0.1% |
| Other values (52205) | 52222 | |
| (Missing) | 452 | 0.9% |
| Value | Count | Frequency (%) |
| -290.6858639 | 1 | |
| -48.32098131 | 1 | |
| 0.3000000119 | 1 | |
| 0.400000006 | 1 | |
| 1.162419822 | 1 | |
| 1.268706513 | 1 | |
| 1.276168026 | 1 | |
| 1.280778559 | 1 | |
| 1.298408316 | 1 | |
| 1.309341839 | 1 |
| Value | Count | Frequency (%) |
| 1816.837423 | 1 | |
| 1815.25355 | 1 | |
| 1815.012503 | 1 | |
| 1814.984247 | 1 | |
| 1814.687044 | 1 | |
| 1813.427771 | 1 | |
| 1812.953762 | 1 | |
| 1812.6931 | 1 | |
| 1812.258162 | 1 | |
| 1812.256044 | 1 |
Nacelle ambient temperature (°C)
Real number (ℝ)
| Distinct | 38550 |
|---|---|
| Distinct (%) | 74.1% |
| Missing | 706 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.636198 |
| Minimum | -1.685 |
|---|---|
| Maximum | 34.867501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 147 |
| Negative (%) | 0.3% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | -1.685 |
|---|---|
| 5-th percentile | 3.7148333 |
| Q1 | 7.330625 |
| median | 10.973509 |
| Q3 | 15.410526 |
| 95-th percentile | 21.8 |
| Maximum | 34.867501 |
| Range | 36.552501 |
| Interquartile range (IQR) | 8.079901 |
Descriptive statistics
| Standard deviation | 5.6442506 |
|---|---|
| Coefficient of variation (CV) | 0.48505968 |
| Kurtosis | 0.099734991 |
| Mean | 11.636198 |
| Median Absolute Deviation (MAD) | 4.0010086 |
| Skewness | 0.54545594 |
| Sum | 605059.04 |
| Variance | 31.857565 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.5 | 64 | 0.1% |
| 9 | 51 | 0.1% |
| 6.400000095 | 48 | 0.1% |
| 9.600000381 | 48 | 0.1% |
| 9.300000191 | 48 | 0.1% |
| 10.30000019 | 48 | 0.1% |
| 8.5 | 47 | 0.1% |
| 7.900000095 | 46 | 0.1% |
| 10.39999962 | 46 | 0.1% |
| 6.599999905 | 45 | 0.1% |
| Other values (38540) | 51507 | |
| (Missing) | 706 | 1.3% |
| Value | Count | Frequency (%) |
| -1.685000044 | 1 | |
| -1.610000032 | 1 | |
| -1.600000024 | 1 | |
| -1.597368441 | 1 | |
| -1.595000023 | 1 | |
| -1.590000021 | 1 | |
| -1.54473685 | 1 | |
| -1.520000005 | 1 | |
| -1.515000004 | 1 | |
| -1.454999989 | 1 |
| Value | Count | Frequency (%) |
| 34.86750145 | 1 | |
| 34.8475008 | 1 | |
| 34.83684339 | 1 | |
| 34.77222294 | 1 | |
| 34.7382357 | 1 | |
| 34.68157839 | 1 | |
| 34.44999924 | 1 | |
| 34.39999992 | 1 | |
| 34.28000031 | 1 | |
| 34.20789478 | 1 |
Front bearing temperature (°C)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 38029 |
|---|---|
| Distinct (%) | 73.1% |
| Missing | 705 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.426196 |
| Minimum | 8.1100003 |
|---|---|
| Maximum | 77.032499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 8.1100003 |
|---|---|
| 5-th percentile | 43.38975 |
| Q1 | 64.9575 |
| median | 70.910525 |
| Q3 | 72.347499 |
| 95-th percentile | 73.960053 |
| Maximum | 77.032499 |
| Range | 68.922499 |
| Interquartile range (IQR) | 7.3899992 |
Descriptive statistics
| Standard deviation | 10.627331 |
|---|---|
| Coefficient of variation (CV) | 0.15998704 |
| Kurtosis | 7.5611961 |
| Mean | 66.426196 |
| Median Absolute Deviation (MAD) | 2.2144751 |
| Skewness | -2.5454232 |
| Sum | 3454095.8 |
| Variance | 112.94016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.199999809 | 22 | < 0.1% |
| 72.25250015 | 18 | < 0.1% |
| 8.5 | 17 | < 0.1% |
| 72.25 | 16 | < 0.1% |
| 10.30000019 | 12 | < 0.1% |
| 70.5 | 11 | < 0.1% |
| 72.24499969 | 11 | < 0.1% |
| 72.22499847 | 11 | < 0.1% |
| 9 | 11 | < 0.1% |
| 73.54499969 | 10 | < 0.1% |
| Other values (38019) | 51860 | |
| (Missing) | 705 | 1.3% |
| Value | Count | Frequency (%) |
| 8.110000277 | 1 | < 0.1% |
| 8.122500086 | 1 | < 0.1% |
| 8.164999914 | 1 | < 0.1% |
| 8.174999857 | 1 | < 0.1% |
| 8.189999819 | 1 | < 0.1% |
| 8.1974998 | 1 | < 0.1% |
| 8.199999809 | 22 | |
| 8.269999695 | 1 | < 0.1% |
| 8.274999571 | 1 | < 0.1% |
| 8.324999619 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 77.03249931 | 1 | |
| 76.96750069 | 1 | |
| 76.94500084 | 1 | |
| 76.89250107 | 1 | |
| 76.88000183 | 1 | |
| 76.86500206 | 1 | |
| 76.83529618 | 1 | |
| 76.80500069 | 1 | |
| 76.79737091 | 1 | |
| 76.77500038 | 1 |
Tower Acceleration X (mm/ss)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 51998 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 706 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.747235 |
| Minimum | 2.3693025 |
|---|---|
| Maximum | 242.51919 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 2.3693025 |
|---|---|
| 5-th percentile | 4.9485001 |
| Q1 | 31.623683 |
| median | 48.393595 |
| Q3 | 66.732604 |
| 95-th percentile | 101.71096 |
| Maximum | 242.51919 |
| Range | 240.14989 |
| Interquartile range (IQR) | 35.108921 |
Descriptive statistics
| Standard deviation | 28.599393 |
|---|---|
| Coefficient of variation (CV) | 0.56356554 |
| Kurtosis | 1.0869773 |
| Mean | 50.747235 |
| Median Absolute Deviation (MAD) | 17.462791 |
| Skewness | 0.71246841 |
| Sum | 2638754.7 |
| Variance | 817.92528 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.91811764 | 1 | < 0.1% |
| 4.337898338 | 1 | < 0.1% |
| 3.917700006 | 1 | < 0.1% |
| 4.368833086 | 1 | < 0.1% |
| 5.071487099 | 1 | < 0.1% |
| 4.329751797 | 1 | < 0.1% |
| 3.79516542 | 1 | < 0.1% |
| 3.950432378 | 1 | < 0.1% |
| 3.924470395 | 1 | < 0.1% |
| 4.666754145 | 1 | < 0.1% |
| Other values (51988) | 51988 | |
| (Missing) | 706 | 1.3% |
| Value | Count | Frequency (%) |
| 2.369302452 | 1 | |
| 2.779530656 | 1 | |
| 2.890906648 | 1 | |
| 2.910751186 | 1 | |
| 2.99637979 | 1 | |
| 3.10644262 | 1 | |
| 3.107045209 | 1 | |
| 3.146139753 | 1 | |
| 3.151026384 | 1 | |
| 3.211763448 | 1 |
| Value | Count | Frequency (%) |
| 242.5191889 | 1 | |
| 230.8551922 | 1 | |
| 216.0818129 | 1 | |
| 216.034354 | 1 | |
| 211.0308624 | 1 | |
| 210.3717165 | 1 | |
| 207.8339676 | 1 | |
| 207.7572626 | 1 | |
| 207.7117599 | 1 | |
| 207.4807144 | 1 |
Wind speed (m/s)
Real number (ℝ)
| Distinct | 52150 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 452 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8287519 |
| Minimum | 0.20908153 |
|---|---|
| Maximum | 24.259069 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0.20908153 |
|---|---|
| 5-th percentile | 2.3542847 |
| Q1 | 4.623856 |
| median | 6.5154258 |
| Q3 | 8.7429275 |
| 95-th percentile | 12.222179 |
| Maximum | 24.259069 |
| Range | 24.049987 |
| Interquartile range (IQR) | 4.1190715 |
Descriptive statistics
| Standard deviation | 3.0695086 |
|---|---|
| Coefficient of variation (CV) | 0.44949775 |
| Kurtosis | 0.62774848 |
| Mean | 6.8287519 |
| Median Absolute Deviation (MAD) | 2.0419684 |
| Skewness | 0.63493332 |
| Sum | 356815.94 |
| Variance | 9.4218831 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.839999914 | 4 | < 0.1% |
| 2.289999962 | 4 | < 0.1% |
| 2.309999943 | 3 | < 0.1% |
| 4.730000019 | 3 | < 0.1% |
| 5.889999866 | 3 | < 0.1% |
| 2.5 | 3 | < 0.1% |
| 2.420000076 | 2 | < 0.1% |
| 2.880000114 | 2 | < 0.1% |
| 3.319999933 | 2 | < 0.1% |
| 3.039999962 | 2 | < 0.1% |
| Other values (52140) | 52224 | |
| (Missing) | 452 | 0.9% |
| Value | Count | Frequency (%) |
| 0.2090815317 | 1 | |
| 0.2333094531 | 1 | |
| 0.2461876355 | 1 | |
| 0.2770688798 | 1 | |
| 0.2981252423 | 1 | |
| 0.3070875908 | 1 | |
| 0.3091126699 | 1 | |
| 0.3177563846 | 1 | |
| 0.3184876293 | 1 | |
| 0.3221054297 | 1 |
| Value | Count | Frequency (%) |
| 24.25906868 | 1 | |
| 23.85808134 | 1 | |
| 23.44286237 | 1 | |
| 22.92345388 | 1 | |
| 22.86704988 | 1 | |
| 22.59070831 | 1 | |
| 22.40182495 | 1 | |
| 22.25812111 | 1 | |
| 22.23009372 | 1 | |
| 22.20307912 | 1 |
Tower Acceleration y (mm/ss)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 51995 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 706 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.62265 |
| Minimum | 2.8631144 |
|---|---|
| Maximum | 244.46582 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 2.8631144 |
|---|---|
| 5-th percentile | 4.9704177 |
| Q1 | 16.960869 |
| median | 26.867559 |
| Q3 | 39.12386 |
| 95-th percentile | 68.852735 |
| Maximum | 244.46582 |
| Range | 241.6027 |
| Interquartile range (IQR) | 22.162991 |
Descriptive statistics
| Standard deviation | 20.490536 |
|---|---|
| Coefficient of variation (CV) | 0.66913007 |
| Kurtosis | 6.8081566 |
| Mean | 30.62265 |
| Median Absolute Deviation (MAD) | 10.828039 |
| Skewness | 1.8727456 |
| Sum | 1592316.6 |
| Variance | 419.86207 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 58.37895613 | 2 | < 0.1% |
| 42.92986107 | 2 | < 0.1% |
| 3.920765647 | 2 | < 0.1% |
| 7.109801567 | 1 | < 0.1% |
| 4.099412507 | 1 | < 0.1% |
| 3.885485359 | 1 | < 0.1% |
| 4.131577426 | 1 | < 0.1% |
| 4.660023999 | 1 | < 0.1% |
| 4.422043455 | 1 | < 0.1% |
| 5.896889458 | 1 | < 0.1% |
| Other values (51985) | 51985 | |
| (Missing) | 706 | 1.3% |
| Value | Count | Frequency (%) |
| 2.863114429 | 1 | |
| 2.950375021 | 1 | |
| 2.990819591 | 1 | |
| 2.991935268 | 1 | |
| 3.034610155 | 1 | |
| 3.048525482 | 1 | |
| 3.078922164 | 1 | |
| 3.091524184 | 1 | |
| 3.097699007 | 1 | |
| 3.09876554 | 1 |
| Value | Count | Frequency (%) |
| 244.4658167 | 1 | |
| 235.6611402 | 1 | |
| 221.0891705 | 1 | |
| 219.2622841 | 1 | |
| 212.8712793 | 1 | |
| 209.8682934 | 1 | |
| 202.4948265 | 1 | |
| 197.0183801 | 1 | |
| 196.8038925 | 1 | |
| 195.6807035 | 1 |
Metal particle count counter
Real number (ℝ)
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 706 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 527.43521 |
| Minimum | 506 |
|---|---|
| Maximum | 541 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 506 |
|---|---|
| 5-th percentile | 508 |
| Q1 | 525 |
| median | 527 |
| Q3 | 535 |
| 95-th percentile | 538 |
| Maximum | 541 |
| Range | 35 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.9591402 |
|---|---|
| Coefficient of variation (CV) | 0.016986238 |
| Kurtosis | 0.27492678 |
| Mean | 527.43521 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -1.0035746 |
| Sum | 27425576 |
| Variance | 80.266193 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 535 | 9208 | |
| 526 | 9047 | |
| 508 | 4404 | |
| 527 | 4108 | 7.8% |
| 532 | 2894 | 5.5% |
| 537 | 2807 | 5.3% |
| 529 | 2759 | 5.2% |
| 521 | 2421 | 4.6% |
| 534 | 2034 | 3.9% |
| 525 | 1952 | 3.7% |
| Other values (23) | 10364 |
| Value | Count | Frequency (%) |
| 506 | 905 | 1.7% |
| 507 | 347 | 0.7% |
| 508 | 4404 | |
| 509 | 1 | < 0.1% |
| 510 | 628 | 1.2% |
| 511 | 325 | 0.6% |
| 512 | 12 | < 0.1% |
| 513 | 24 | < 0.1% |
| 516 | 1 | < 0.1% |
| 517 | 73 | 0.1% |
| Value | Count | Frequency (%) |
| 541 | 293 | 0.6% |
| 540 | 557 | 1.1% |
| 539 | 1562 | 3.0% |
| 538 | 628 | 1.2% |
| 537 | 2807 | 5.3% |
| 536 | 945 | 1.8% |
| 535 | 9208 | |
| 534 | 2034 | 3.9% |
| 533 | 55 | 0.1% |
| 532 | 2894 | 5.5% |
| Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Power (kW) | 1.000 | 0.067 | 0.064 | 0.023 | 0.658 | 0.991 | 0.990 | -0.206 | 0.810 | 0.667 | 0.971 | 0.857 | -0.125 |
| Wind direction (°) | 0.067 | 1.000 | 0.924 | 0.005 | 0.039 | 0.065 | 0.066 | -0.100 | 0.059 | -0.061 | 0.093 | 0.011 | 0.037 |
| Nacelle position (°) | 0.064 | 0.924 | 1.000 | 0.003 | 0.032 | 0.061 | 0.063 | -0.106 | 0.054 | -0.066 | 0.087 | 0.007 | 0.027 |
| blade_angle | 0.023 | 0.005 | 0.003 | 1.000 | -0.376 | 0.005 | 0.003 | 0.056 | -0.236 | 0.131 | 0.066 | 0.132 | -0.065 |
| Rear bearing temperature (°C) | 0.658 | 0.039 | 0.032 | -0.376 | 1.000 | 0.651 | 0.645 | 0.049 | 0.884 | 0.373 | 0.632 | 0.508 | 0.023 |
| Rotor speed (RPM) | 0.991 | 0.065 | 0.061 | 0.005 | 0.651 | 1.000 | 0.998 | -0.205 | 0.810 | 0.656 | 0.962 | 0.847 | -0.115 |
| Generator RPM (RPM) | 0.990 | 0.066 | 0.063 | 0.003 | 0.645 | 0.998 | 1.000 | -0.219 | 0.806 | 0.655 | 0.961 | 0.847 | -0.120 |
| Nacelle ambient temperature (°C) | -0.206 | -0.100 | -0.106 | 0.056 | 0.049 | -0.205 | -0.219 | 1.000 | -0.124 | -0.089 | -0.213 | -0.149 | 0.170 |
| Front bearing temperature (°C) | 0.810 | 0.059 | 0.054 | -0.236 | 0.884 | 0.810 | 0.806 | -0.124 | 1.000 | 0.484 | 0.782 | 0.663 | -0.047 |
| Tower Acceleration X (mm/ss) | 0.667 | -0.061 | -0.066 | 0.131 | 0.373 | 0.656 | 0.655 | -0.089 | 0.484 | 1.000 | 0.636 | 0.856 | -0.131 |
| Wind speed (m/s) | 0.971 | 0.093 | 0.087 | 0.066 | 0.632 | 0.962 | 0.961 | -0.213 | 0.782 | 0.636 | 1.000 | 0.846 | -0.100 |
| Tower Acceleration y (mm/ss) | 0.857 | 0.011 | 0.007 | 0.132 | 0.508 | 0.847 | 0.847 | -0.149 | 0.663 | 0.856 | 0.846 | 1.000 | -0.148 |
| Metal particle count counter | -0.125 | 0.037 | 0.027 | -0.065 | 0.023 | -0.115 | -0.120 | 0.170 | -0.047 | -0.131 | -0.100 | -0.148 | 1.000 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2020-01-01 00:00:00 | 386.335927 | 113.313270 | 101.216759 | 0.000000 | 68.794999 | 10.686066 | 1269.532545 | 6.520000 | 68.869999 | 33.918118 | 5.371011 | 21.755648 | 506.0 |
| 1 | 2020-01-01 00:10:00 | 276.166611 | 114.925915 | 101.216759 | 0.000000 | 68.325000 | 9.718267 | 1155.368872 | 6.595000 | 68.750000 | 49.636542 | 4.774857 | 21.897640 | 506.0 |
| 2 | 2020-01-01 00:20:00 | 243.963609 | 117.427182 | 101.216759 | 0.000000 | 67.270001 | 9.339437 | 1111.389959 | 6.600000 | 67.617501 | 59.432399 | 4.819871 | 26.757732 | 506.0 |
| 3 | 2020-01-01 00:30:00 | 113.998529 | 117.950283 | 101.216759 | 0.296491 | 65.460000 | 8.252814 | 982.243644 | 6.515000 | 65.285001 | 64.120860 | 3.567738 | 20.242523 | 506.0 |
| 4 | 2020-01-01 00:40:00 | 150.627731 | 115.878294 | 101.216759 | 0.196997 | 64.747499 | 8.570402 | 1019.678427 | 6.440000 | 63.615001 | 60.844058 | 3.975296 | 25.919929 | 506.0 |
| 5 | 2020-01-01 00:50:00 | 230.820182 | 126.440753 | 110.816545 | 0.000000 | 66.489474 | 9.240981 | 1098.112552 | 6.555263 | 65.810527 | 76.484554 | 4.395135 | 26.542848 | 506.0 |
| 6 | 2020-01-01 01:00:00 | 229.265832 | 129.845291 | 119.875229 | 0.000000 | 66.522500 | 9.169471 | 1091.359577 | 6.580000 | 66.162500 | 86.214524 | 4.499056 | 40.442194 | 506.0 |
| 7 | 2020-01-01 01:10:00 | 228.604192 | 132.009559 | 119.875229 | 0.000000 | 66.935000 | 9.160786 | 1089.077248 | 6.450000 | 66.805001 | 112.150958 | 4.474182 | 39.533775 | 506.0 |
| 8 | 2020-01-01 01:20:00 | 246.251331 | 128.608893 | 119.875229 | 0.000000 | 66.915001 | 9.363316 | 1113.745588 | 6.420000 | 66.870000 | 110.770510 | 4.587896 | 32.866978 | 506.0 |
| 9 | 2020-01-01 01:30:00 | 138.829758 | 134.846493 | 119.875229 | 0.187498 | 65.342501 | 8.403713 | 999.856788 | 6.595000 | 65.215001 | 94.338983 | 3.631649 | 35.803017 | 506.0 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52694 | 2020-12-31 22:20:00 | -2.638691 | 311.497181 | 314.143036 | 89.989998 | 17.652500 | 0.0 | 2.202752 | 1.3900 | 19.840000 | 6.355920 | 6.242681 | 8.358898 | 541.0 |
| 52695 | 2020-12-31 22:30:00 | -2.692041 | 309.822020 | 314.143036 | 89.989998 | 17.472500 | 0.0 | 2.105250 | 1.4000 | 19.682501 | 6.207726 | 6.043819 | 11.102482 | 541.0 |
| 52696 | 2020-12-31 22:40:00 | -3.603259 | 301.837791 | 314.143036 | 89.989998 | 17.265000 | 0.0 | 1.716254 | 1.4000 | 19.570000 | 5.522076 | 5.801981 | 7.254235 | 541.0 |
| 52697 | 2020-12-31 22:50:00 | -2.601346 | 304.866016 | 314.143036 | 89.989998 | 17.137501 | 0.0 | 1.648742 | 1.4600 | 19.337499 | 4.232563 | 5.441925 | 5.089394 | 541.0 |
| 52698 | 2020-12-31 23:00:00 | -2.793406 | 303.504024 | 314.143036 | 89.989998 | 16.880000 | 0.0 | 1.719810 | 1.5500 | 19.210000 | 4.781554 | 5.396119 | 4.803615 | 541.0 |
| 52699 | 2020-12-31 23:10:00 | -3.478954 | 303.276535 | 314.143036 | 89.989998 | 16.757500 | 0.0 | 1.569573 | 1.6000 | 19.000000 | 4.349995 | 5.144737 | 4.657638 | 541.0 |
| 52700 | 2020-12-31 23:20:00 | -3.365318 | 303.620920 | 314.143036 | 89.989998 | 16.565000 | 0.0 | 1.699787 | 1.6000 | 18.815000 | 3.576832 | 4.979400 | 4.380813 | 541.0 |
| 52701 | 2020-12-31 23:30:00 | -3.286360 | 299.232986 | 314.143036 | 89.989998 | 16.335000 | 0.0 | 1.696670 | 1.6000 | 18.630000 | 4.838250 | 5.088281 | 5.966883 | 541.0 |
| 52702 | 2020-12-31 23:40:00 | -4.288273 | 297.566402 | 314.143036 | 89.989998 | 16.175001 | 0.0 | 1.750701 | 1.6000 | 18.447500 | 4.676724 | 4.871831 | 5.034439 | 541.0 |
| 52703 | 2020-12-31 23:50:00 | -2.928382 | 304.999392 | 314.143036 | 89.989998 | 16.085000 | 0.0 | 1.700600 | 1.4425 | 18.270000 | 4.216171 | 5.583394 | 5.338068 | 541.0 |